Bias Detection Methodology

Bias detection at Invato is a continuous process: every prompt category is sampled weekly and the score distributions are compared to baselines.

When a category drifts beyond a fixed threshold, the judge is re-tuned with a balanced corpus and the change is logged publicly.

We publish all calibration data so independent researchers can reproduce our results.